Mutation-Driven Immune Microenvironments in Non-Small Cell Lung Cancer: Unrevealing Patterns through Cluster Analysis.

Youngtaek Kim, Joon Yeon Hwang, Kwangmin Na, Dong Kwon Kim, Seul Lee, Seong-San Kang, Sujeong Baek, Seung Min Yang, Mi Hyun Kim, Heekyung Han, Seong Su Jeong, Chai Young Lee, Yu Jin Han, Jie-Ohn Sohn, Sang-Kyu Ye, Kyoung-Ho Pyo
Author Information
  1. Youngtaek Kim: Department of Research Support, Yonsei Biomedical Research Institute, Yonsei University College of Medicine, Seoul, Korea. ORCID
  2. Joon Yeon Hwang: Department of Research Support, Yonsei Biomedical Research Institute, Yonsei University College of Medicine, Seoul, Korea. ORCID
  3. Kwangmin Na: Department of Research Support, Yonsei Biomedical Research Institute, Yonsei University College of Medicine, Seoul, Korea. ORCID
  4. Dong Kwon Kim: Severance Biomedical Science Institute, Yonsei University College of Medicine, Seoul, Korea. ORCID
  5. Seul Lee: Severance Biomedical Science Institute, Yonsei University College of Medicine, Seoul, Korea. ORCID
  6. Seong-San Kang: JEUK Institute for Cancer Research, JEUK Co., Ltd., Gumi, Korea. ORCID
  7. Sujeong Baek: Department of Research Support, Yonsei Biomedical Research Institute, Yonsei University College of Medicine, Seoul, Korea. ORCID
  8. Seung Min Yang: Department of Research Support, Yonsei Biomedical Research Institute, Yonsei University College of Medicine, Seoul, Korea. ORCID
  9. Mi Hyun Kim: Department of Research Support, Yonsei Biomedical Research Institute, Yonsei University College of Medicine, Seoul, Korea. ORCID
  10. Heekyung Han: Department of Research Support, Yonsei Biomedical Research Institute, Yonsei University College of Medicine, Seoul, Korea. ORCID
  11. Seong Su Jeong: Department of Research Support, Yonsei Biomedical Research Institute, Yonsei University College of Medicine, Seoul, Korea. ORCID
  12. Chai Young Lee: Department of Research Support, Yonsei Biomedical Research Institute, Yonsei University College of Medicine, Seoul, Korea. ORCID
  13. Yu Jin Han: Department of Research Support, Yonsei Biomedical Research Institute, Yonsei University College of Medicine, Seoul, Korea. ORCID
  14. Jie-Ohn Sohn: Wide River Institute of Immunology, Seoul National University, Hongcheon, Korea. ORCID
  15. Sang-Kyu Ye: Wide River Institute of Immunology, Seoul National University, Hongcheon, Korea. ORCID
  16. Kyoung-Ho Pyo: Severance Biomedical Science Institute, Yonsei University College of Medicine, Seoul, Korea. ORCID

Abstract

PURPOSE: We aimed to comprehensively analyze the immune cell and stromal components of tumor microenvironment at the single-cell level and identify tumor heterogeneity among the major top-derived oncogene mutations in non-small cell lung cancer (NSCLC) using single-cell RNA sequencing (scRNA-seq) data.
MATERIALS AND METHODS: The scRNA-seq dataset utilized in this study comprised 64369 primary tumor tissue cells from 21 NSCLC patients, focusing on mutations in , , , , , and the wild-type.
RESULTS: Tumor immune microenvironment (TIM) analysis revealed differential immune responses across NSCLC mutation subtypes. TIM analysis revealed different immune responses across the mutation subtypes. Two mutation clusters emerged: , , and + mutations (MC1); and , , and mutations (MC2). MC1 showed higher tertiary lymphoid structures signature scores and enriched populations of C2-T-IL7R, C3-T/NK-CXCL4, C9-T/NK-NKG, and C1-B-MS4A1 clusters than cluster 2. Conversely, MC2 cells exhibited higher expression levels of , , and chemokines linked to alternative immune pathways. Remarkably, co-occurring and mutations were grouped as MC1. + mutations showed upregulation of peptide synthesis and higher synthetic processes, as well as differences in myeloid and T/NK cells compared to mutations. In T/NK cells, + mutations showed a higher expression of features related to cell activity and differentiation, whereas mutations showed the opposite.
CONCLUSION: Our research indicates a close association between mutation types and tumor microenvironment in NSCLC, offering insights into personalized approaches for cancer diagnosis and treatment.

Keywords

References

  1. Nat Med. 2020 Feb;26(2):259-269 [PMID: 32042191]
  2. Nat Rev Clin Oncol. 2023 Sep;20(9):624-639 [PMID: 37479810]
  3. Nat Genet. 2017 Dec;49(12):1693-1704 [PMID: 29106415]
  4. Nucleic Acids Res. 2024 Nov 28;: [PMID: 39607691]
  5. J Thorac Dis. 2024 Mar 29;16(3):1787-1803 [PMID: 38617775]
  6. Transl Lung Cancer Res. 2017 Oct;6(5):550-559 [PMID: 29114471]
  7. Cancer Cell. 2022 Dec 12;40(12):1503-1520.e8 [PMID: 36368318]
  8. Front Immunol. 2023 Apr 06;14:1129465 [PMID: 37090727]
  9. Cancer Discov. 2018 Jul;8(7):822-835 [PMID: 29773717]
  10. Nat Immunol. 2022 Jun;23(6):971-984 [PMID: 35624211]
  11. Lung Cancer. 2024 Jan;187:107439 [PMID: 38113653]
  12. Am Soc Clin Oncol Educ Book. 2020 May;40:372-384 [PMID: 32421452]
  13. Front Immunol. 2023 Dec 07;14:1332814 [PMID: 38130725]
  14. Elife. 2022 Sep 08;11: [PMID: 36074553]
  15. Contemp Oncol (Pozn). 2021;25(1):45-52 [PMID: 33911981]
  16. Nat Commun. 2021 May 5;12(1):2540 [PMID: 33953163]
  17. Transl Lung Cancer Res. 2023 Feb 28;12(2):346-368 [PMID: 36895930]
  18. Cancer Cell Int. 2023 Aug 11;23(1):162 [PMID: 37568193]
  19. Cell. 2020 Sep 3;182(5):1232-1251.e22 [PMID: 32822576]
  20. Crit Rev Oncol Hematol. 2020 Dec;156:103119 [PMID: 33053439]
  21. Oncogene. 2021 Jan;40(2):355-368 [PMID: 33144684]
  22. Front Pharmacol. 2021 May 17;12:688625 [PMID: 34079469]
  23. Mil Med Res. 2022 Sep 26;9(1):52 [PMID: 36154923]
  24. Exp Mol Med. 2018 Aug 7;50(8):1-14 [PMID: 30089861]
  25. J Thorac Oncol. 2023 Apr;18(4):499-515 [PMID: 36535627]
  26. Ther Adv Med Oncol. 2010 Jul;2(4):251-60 [PMID: 21789138]

Grants

  1. 2022M3E5F3081138/National Research Foundation of Korea
  2. 2022R1A2C3005817/National Research Foundation of Korea

MeSH Term

Humans
Carcinoma, Non-Small-Cell Lung
Tumor Microenvironment
Lung Neoplasms
Mutation
Cluster Analysis
ErbB Receptors
Tumor Suppressor Protein p53
Proto-Oncogene Proteins B-raf
Single-Cell Analysis
Anaplastic Lymphoma Kinase
Proto-Oncogene Proteins p21(ras)

Chemicals

ErbB Receptors
Tumor Suppressor Protein p53
Proto-Oncogene Proteins B-raf
KRAS protein, human
Anaplastic Lymphoma Kinase
EGFR protein, human
Proto-Oncogene Proteins p21(ras)
BRAF protein, human

Word Cloud

Created with Highcharts 10.0.0mutationsimmunemutationcelltumorNSCLCcellsshowedhighermicroenvironmentcancer+MC1single-celllungscRNA-seqTIManalysisrevealedresponsesacrosssubtypesclustersMC2expressionT/NKgenePURPOSE:aimedcomprehensivelyanalyzestromalcomponentslevelidentifyheterogeneityamongmajortop-derivedoncogenenon-smallusingRNAsequencingdataMATERIALSANDMETHODS:datasetutilizedstudycomprised64369primarytissue21patientsfocusingwild-typeRESULTS:TumordifferentialdifferentTwoemerged:tertiarylymphoidstructuressignaturescoresenrichedpopulationsC2-T-IL7RC3-T/NK-CXCL4C9-T/NK-NKGC1-B-MS4A1cluster2ConverselyexhibitedlevelschemokineslinkedalternativepathwaysRemarkablyco-occurringgroupedupregulationpeptidesynthesissyntheticprocesseswelldifferencesmyeloidcomparedfeaturesrelatedactivitydifferentiationwhereasoppositeCONCLUSION:researchindicatescloseassociationtypesofferinginsightspersonalizedapproachesdiagnosistreatmentMutation-DrivenImmuneMicroenvironmentsNon-SmallCellLungCancer:UnrevealingPatternsClusterAnalysisEGFRNon-smallScRNA-seqTP53

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